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Record W7118177803 · doi:10.1177/26326663251341190

The consent of the punished: Toward a Gramscian theory of penal punishment, labor, and control

2025· article· en· W7118177803 on OpenAlexaff
Michael Gibson-Light, Philip Goodman

Bibliographic record

VenueIncarceration · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Justice and Corrections Analysis
Canadian institutionsAmorfix (Canada)
Fundersnot available
KeywordsAcquiescencePunitive damagesPrisonPunishment (psychology)HegemonyEthnographyTypologyFunction (biology)

Abstract

fetched live from OpenAlex

To function and persist in its current form, the carceral status quo depends on not only the consent of the governed, but also the consent of the punished. Yet, while processes of consent are multi-faceted and integral to contemporary penality, they remain under-theorized in punishment scholarship, particularly in US contexts. We present a typology of consent processes both external and internal to the American prison to advance a Gramscian theory of penal punishment. We highlight how the actions and outlooks of the dominant and dominated—among the incarcerated and the free—coalesce to generate carceral hegemony across multiple levels. We apply this framework in an interpretive revisit of previous ethnographic fieldwork conducted in distinct US prison settings. Reinterpreting prior empirical evidence through a Gramscian lens reveals how acquiescence to punitive excess unfolds at macro, meso, and micro levels. Particular attention is paid to ground-level penal labor practices in this process.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.800
Threshold uncertainty score0.822

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.018
GPT teacher head0.305
Teacher spread0.287 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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